Frontiers in PhysiologySystems BiologyPeer-reviewed journal article
An organ-based multi-level model for glucose homeostasis: organ distributions, timing, and impact of blood flow
Abstract
Glucose homeostasis is the tight control of glucose in the blood. This complex control is important and not yet sufficiently understood, due to its malfunction in serious diseases like diabetes. Due to the involvement of numerous organs and sub-systems, each with their own intra-cellular control, we have developed a multi-level mathematical model, for glucose homeostasis, which integrates a variety of data. Over the last 10 years, this model has been used to insert new insights from the intra-cellular level into the larger whole-body perspective. However, the original cell-organ-body translation has during these years never been updated, despite several critical shortcomings, which also have not been resolved by other modelling efforts. For this reason, we here present an updated multi-level model. This model provides a more accurate sub-division of how much glucose is being taken up by the different organs. Unlike the original model, we now also account for the different dynamics seen in the different organs. The new model also incorporates the central impact of blood flow on insulin-stimulated glucose uptake. Each new improvement is clear upon visual inspection, and they are also supported by statistical tests. The final multi-level model describes >300 data points in >40 time-series and dose-response curves, resulting from a large variety of perturbations, describing both intra-cellular processes, organ fluxes, and whole-body meal responses. We hope that this model will serve as an improved basis for future data integration, useful for research and drug developments within diabetes.
- Citations
- 20
- FWCI
- 4.49
- Field percentile
- top 4%
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Reduced blood to brain glucose transport as the cause for hyperglycemia in a model 2 resolves multiple anomalies in type 2 diabetes
- Evaluating the Importance of Glucagon in the Insulin-Glucose Regulatory System: A Mechanistic Modeling Approach
Mackenzie Dalton, Emmanuel Asante-Asamani, James M. Greene·Evaluating the Importance of Glucagon in the Insulin-Glucose Regulatory System: A Mechanistic Modeling ApproachPeer-reviewed·Jan 1, 2024
- Does insulin signalling decide glucose levels in the fasting steady state?
M. Watve, M. Diwekar-Joshi·bioRxiv·Jul 16, 2019
- Logical design of oral glucose ingestion pattern minimizing blood glucose in humans
Masashi Fujii, Yohei Murakami, … Shinya Kuroda·npj Systems Biology and ApplicationsPeer-reviewed·Sep 2, 2019
- A Comprehensive Model of Glucose-Insulin Regulation Including Acute and Prolonged Effects of Physical Activity in Type 1 Diabetes
J. Deichmann, S. Bachmann, … H.-M. Kaltenbach·bioRxiv·Jun 9, 2021
- Mathematical diabetes disease progression modeling in the integrated glucose-insulin model among individuals with impaired glucose tolerance from the Finnish Diabetes Prevention Study
SM Sheikh Ghadzi, Mats O. Karlsson, … Finnish Diabetes Prevention Study Group·bioRxiv·Mar 3, 2026